X·ai

Key Skills

Software

OpenCV AI Kit (OAK)

Top Subject Matter

AI response evaluation

structured data validation

and prompt workflow QA

Top Data Types

Text

Document

Image

Top Task Types

Text Generation

Freelancer Overview

AI Output Review and AI Workflow QA / Runtime Testing (Project-based). Core strengths include Internal, Proprietary Tooling, and OpenCV AI Kit (OAK). AI-training focus includes data types such as Text and Document and labeling workflows including Evaluation, Rating, and Text Generation.

Labeling Experience

OCR / Vision Runtime Projects (OCR annotation and validation)

OpenCV AI Kit (OAK)DocumentText Generation

Validated OCR text and performed OCR stability testing to ensure extracted content matched expected outputs. Verified ROI regions and reviewed runtime logs to confirm the correctness of OCR processing pipelines. Conducted worker state inspections and queue pipeline testing to detect processing failures and output inconsistencies. • OCR text validation and review • ROI validation • OCR stability testing • Runtime logging and pipeline QA

Present

AI Output Review and AI Workflow QA / Runtime Testing (Project-based)

Text

Performed AI output evaluation and quality checking for responses to ensure consistency and reduce errors. Reviewed structured outputs for correctness using validation of JSON/YAML formatting and logical coherence across multi-step reasoning. Assessed runtime and reasoning behavior to detect issues such as hallucinations and state inconsistencies. • AI output consistency review • AI response quality checking • Structured data verification (JSON/YAML) • Multi-step reasoning review and hallucination detection

Present

Education

Work History